{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "To use data.metrics please install scikit-learn. See https://scikit-learn.org/stable/index.html\n"
     ]
    }
   ],
   "source": [
    "from bertviz import model_view\n",
    "from transformers import XLMTokenizer, XLMModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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    "%%javascript\n",
    "require.config({\n",
    "  paths: {\n",
    "      d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
    "    jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
    "  }\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "          <div id='vis'></div> \n",
       "        "
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      "text/plain": [
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0.005457696504890919, 0.0007352647371590137, 0.004204567987471819, 6.655242032138631e-05, 0.00015117725706659257, 0.0001964047405635938, 0.9835116863250732, 0.0026837612967938185]], [[0.2063359171152115, 0.014442581683397293, 0.014168234542012215, 0.013387869112193584, 0.03397109732031822, 0.01056448370218277, 0.3394864797592163, 0.11460583657026291, 0.11961638927459717, 0.019607994705438614, 0.0055269901640713215, 0.006680652964860201, 0.08767862617969513, 0.013926784507930279], [0.6412991881370544, 0.012758014723658562, 0.008126636035740376, 0.001437717815861106, 0.01183664333075285, 0.0009026043699122965, 0.010829568840563297, 0.055993229150772095, 0.027344560250639915, 0.0628214105963707, 0.0030028694309294224, 0.0015010831411927938, 0.15991997718811035, 0.002226395532488823], [0.12104035913944244, 0.06162998825311661, 0.011112947016954422, 0.0009142675553448498, 0.016346732154488564, 0.0010746866464614868, 0.021755822002887726, 0.05401519685983658, 0.12045203894376755, 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0.003691514255478978], [0.08602269738912582, 0.003135987790301442, 0.007473697420209646, 0.02531520277261734, 0.09538885205984116, 0.2969566583633423, 0.030815299600362778, 0.04367882385849953, 0.03718239814043045, 0.024371027946472168, 0.013044814579188824, 0.03323473781347275, 0.2936147153377533, 0.009765108115971088], [0.06520441919565201, 0.0012329911114647985, 0.00048417190555483103, 0.0020915516652166843, 0.02402719110250473, 0.000746670993976295, 0.8073504567146301, 0.012515339069068432, 0.04955587536096573, 0.005575750954449177, 0.004473675042390823, 0.005626837257295847, 0.0183203537017107, 0.002794722095131874], [0.6123804450035095, 0.008722210302948952, 0.019899414852261543, 0.002501649549230933, 0.052084535360336304, 0.002996844705194235, 0.03181513026356697, 0.13971596956253052, 0.025113198906183243, 0.060317933559417725, 0.003009710693731904, 0.006239947862923145, 0.029848525300621986, 0.005354470573365688], [0.0762992650270462, 0.003973525948822498, 0.02051597647368908, 0.005181812681257725, 0.018488889560103416, 0.0005780712817795575, 0.08735232800245285, 0.0014582599978893995, 0.6170138120651245, 0.02238660492002964, 0.0030003131832927465, 0.0013833296252414584, 0.14056943356990814, 0.0017983501311391592], [0.530519425868988, 0.060182467103004456, 0.022188276052474976, 0.04256873577833176, 0.010757791809737682, 0.0006453603855334222, 0.0027427226305007935, 0.004916802514344454, 0.004520239308476448, 0.2196413278579712, 0.0072770072147250175, 0.00505296653136611, 0.08483875542879105, 0.004148127511143684], [0.17791493237018585, 0.03698448836803436, 0.09284311532974243, 0.08136020600795746, 0.20519386231899261, 0.004728396888822317, 0.07517735660076141, 0.029611852020025253, 0.014274191111326218, 0.04153915494680405, 0.10576576739549637, 0.07475808262825012, 0.03693019226193428, 0.02291838824748993], [0.061336927115917206, 0.028804678469896317, 0.03051684983074665, 0.034207794815301895, 0.08896344155073166, 0.08791852742433548, 0.04223441332578659, 0.06763704866170883, 0.031115697696805, 0.04047156870365143, 0.0334024541079998, 0.04467303678393364, 0.3668922483921051, 0.04182536527514458], [0.08312945067882538, 0.007469892967492342, 0.025192590430378914, 0.0321161225438118, 0.06934880465269089, 0.005883909296244383, 0.43465736508369446, 0.02038685791194439, 0.13592670857906342, 0.029694942757487297, 0.022779259830713272, 0.031060168519616127, 0.02482895739376545, 0.07752486318349838]]]], \"left_text\": [\"</s>\", \"do\", \"you\", \"speak\", \"ger\", \"man\", \"?\", \"ja\", \",\", \"ich\", \"spreche\", \"deutsch\", \".\", \"</s>\"], \"right_text\": [\"</s>\", \"do\", \"you\", \"speak\", \"ger\", \"man\", \"?\", \"ja\", \",\", \"ich\", \"spreche\", \"deutsch\", \".\", \"</s>\"]}}, \"default_filter\": \"all\"}"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/**\n",
       " * @fileoverview Transformer Visualization D3 javascript code.\n",
       " *\n",
       " * Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
       " *\n",
       " * Change log:\n",
       " *\n",
       " * 02/01/19  Jesse Vig   Initial implementation\n",
       " */\n",
       "\n",
       "\n",
       "requirejs(['jquery', 'd3'], function($, d3) {\n",
       "\n",
       "        var params = window.params;\n",
       "        var config = {};\n",
       "\n",
       "        const MIN_X = 0;\n",
       "        const MIN_Y = 0;\n",
       "        const DIV_WIDTH = 970;\n",
       "        const THUMBNAIL_PADDING = 5;\n",
       "        const DETAIL_WIDTH = 300;\n",
       "        const DETAIL_ATTENTION_WIDTH = 140;\n",
       "        const DETAIL_BOX_WIDTH = 80;\n",
       "        const DETAIL_BOX_HEIGHT = 20;\n",
       "        const DETAIL_PADDING = 5;\n",
       "        const ATTN_PADDING = 0;\n",
       "        const DETAIL_HEADING_HEIGHT = 47;\n",
       "        const DETAIL_HEADING_TEXT_SIZE = 15;\n",
       "        const TEXT_SIZE = 13;\n",
       "        const LAYER_COLORS = d3.schemeCategory10;\n",
       "\n",
       "        function render() {\n",
       "\n",
       "            // Set global state variables\n",
       "\n",
       "            var attData = config.attention[config.filter];\n",
       "            config.leftText = attData.left_text;\n",
       "            config.rightText = attData.right_text;\n",
       "            config.attn = attData.attn;\n",
       "            config.numLayers = config.attn.length;\n",
       "            config.numHeads = config.attn[0].length;\n",
       "            config.thumbnailBoxHeight = 7 * (12 / config.numHeads);\n",
       "            config.thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
       "            config.thumbnailWidth = DIV_WIDTH / config.numHeads;\n",
       "            config.detailHeight = Math.max(config.leftText.length, config.rightText.length) * DETAIL_BOX_HEIGHT + 2 * DETAIL_PADDING + DETAIL_HEADING_HEIGHT;\n",
       "            config.divHeight = config.numLayers * config.thumbnailHeight;\n",
       "\n",
       "            $(\"#vis\").empty();\n",
       "            $(\"#vis\").attr(\"height\", config.divHeight);\n",
       "            config.svg = d3.select(\"#vis\")\n",
       "                .append('svg')\n",
       "                .attr(\"width\", DIV_WIDTH)\n",
       "                .attr(\"height\", config.divHeight)\n",
       "              .attr(\"fill\", \"black\");\n",
       "\n",
       "            var i;\n",
       "            var j;\n",
       "            for (i = 0; i < config.numLayers; i++) {\n",
       "                for (j = 0; j < config.numHeads; j++) {\n",
       "                    renderThumbnail(i, j);\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function renderThumbnail(layerIndex, headIndex) {\n",
       "            var x = headIndex * config.thumbnailWidth;\n",
       "            var y = layerIndex * config.thumbnailHeight;\n",
       "            renderThumbnailAttn(x, y, config.attn[layerIndex][headIndex], layerIndex, headIndex);\n",
       "        }\n",
       "\n",
       "        function renderDetail(att, layerIndex, headIndex) {\n",
       "            var xOffset = .8 * config.thumbnailWidth;\n",
       "            var maxX = DIV_WIDTH;\n",
       "            var maxY = config.divHeight;\n",
       "            var leftPos = (headIndex / config.numHeads) * DIV_WIDTH\n",
       "            var x = leftPos + THUMBNAIL_PADDING + xOffset;\n",
       "            if (x < MIN_X) {\n",
       "                x = MIN_X;\n",
       "            } else if (x + DETAIL_WIDTH > maxX) {\n",
       "                x = leftPos + THUMBNAIL_PADDING - DETAIL_WIDTH + 8;\n",
       "            }\n",
       "            var posLeftText = x;\n",
       "            var posAttention = posLeftText + DETAIL_BOX_WIDTH;\n",
       "            var posRightText = posAttention + DETAIL_ATTENTION_WIDTH;\n",
       "            var thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
       "            var yOffset = 20;\n",
       "            var y = layerIndex * thumbnailHeight + THUMBNAIL_PADDING + yOffset;\n",
       "            if (y < MIN_Y) {\n",
       "                y = MIN_Y;\n",
       "            } else if (y + config.detailHeight > maxY) {\n",
       "                y = maxY - config.detailHeight;\n",
       "            }\n",
       "            renderDetailFrame(x, y, layerIndex);\n",
       "            renderDetailHeading(x, y, layerIndex, headIndex);\n",
       "            renderText(config.leftText, \"leftText\", posLeftText, y + DETAIL_HEADING_HEIGHT, layerIndex);\n",
       "            renderDetailAttn(posAttention, y + DETAIL_HEADING_HEIGHT, att, layerIndex, headIndex);\n",
       "            renderText(config.rightText, \"rightText\", posRightText, y + DETAIL_HEADING_HEIGHT, layerIndex);\n",
       "        }\n",
       "\n",
       "        function renderDetailHeading(x, y, layerIndex, headIndex) {\n",
       "            var fillColor = getColor(layerIndex);\n",
       "            config.svg.append(\"text\")\n",
       "                .classed(\"detail\", true)\n",
       "                .text('Layer ' + layerIndex + \", Head \" + headIndex)\n",
       "                .attr(\"font-size\", DETAIL_HEADING_TEXT_SIZE + \"px\")\n",
       "                .style(\"cursor\", \"default\")\n",
       "                .style(\"-webkit-user-select\", \"none\")\n",
       "                .style(\"font-weight\", \"bold\")\n",
       "                .attr(\"fill\", fillColor)\n",
       "                .attr(\"x\", x + 87)\n",
       "                .attr(\"y\", y + 16)\n",
       "                .attr(\"height\", DETAIL_HEADING_HEIGHT)\n",
       "                .attr(\"width\", DETAIL_WIDTH)\n",
       "                .attr(\"dy\", DETAIL_HEADING_TEXT_SIZE);\n",
       "        }\n",
       "\n",
       "        function renderText(text, id, x, y, layerIndex) {\n",
       "            var tokenContainer = config.svg.append(\"svg:g\")\n",
       "                .classed(\"detail\", true)\n",
       "                .selectAll(\"g\")\n",
       "                .data(text)\n",
       "                .enter()\n",
       "                .append(\"g\");\n",
       "\n",
       "            var fillColor = getColor(layerIndex);\n",
       "\n",
       "            tokenContainer.append(\"rect\")\n",
       "                .classed(\"highlight\", true)\n",
       "                .attr(\"fill\", fillColor)\n",
       "                .style(\"opacity\", 0.0)\n",
       "                .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
       "                .attr(\"width\", DETAIL_BOX_WIDTH)\n",
       "                .attr(\"x\", x)\n",
       "                .attr(\"y\", function (d, i) {\n",
       "                    return y + i * DETAIL_BOX_HEIGHT - 1;\n",
       "                });\n",
       "\n",
       "            var textContainer = tokenContainer.append(\"text\")\n",
       "                .classed(\"token\", true)\n",
       "                .text(function (d) {\n",
       "                    return d;\n",
       "                })\n",
       "                .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
       "                .style(\"cursor\", \"default\")\n",
       "                .style(\"-webkit-user-select\", \"none\")\n",
       "                .attr(\"fill\", fillColor)\n",
       "                .attr(\"x\", x)\n",
       "                .attr(\"y\", function (d, i) {\n",
       "                    return i * DETAIL_BOX_HEIGHT + y;\n",
       "                })\n",
       "                .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
       "                .attr(\"width\", DETAIL_BOX_WIDTH)\n",
       "                .attr(\"dy\", TEXT_SIZE);\n",
       "\n",
       "            if (id == \"leftText\") {\n",
       "                textContainer.style(\"text-anchor\", \"end\")\n",
       "                    .attr(\"dx\", DETAIL_BOX_WIDTH - 2);\n",
       "                tokenContainer.on(\"mouseover\", function (d, index) {\n",
       "                    highlightSelection(index);\n",
       "                });\n",
       "                tokenContainer.on(\"mouseleave\", function () {\n",
       "                    unhighlightSelection();\n",
       "                });\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function highlightSelection(index) {\n",
       "            config.svg.select(\"#leftText\")\n",
       "                .selectAll(\".highlight\")\n",
       "                .style(\"opacity\", function (d, i) {\n",
       "                    return i == index ? 1.0 : 0.0;\n",
       "                });\n",
       "            config.svg.selectAll(\".attn-line-group\")\n",
       "                .style(\"opacity\", function (d, i) {\n",
       "                    return i == index ? 1.0 : 0.0;\n",
       "                });\n",
       "        }\n",
       "\n",
       "        function unhighlightSelection() {\n",
       "            config.svg.select(\"#leftText\")\n",
       "                .selectAll(\".highlight\")\n",
       "                .style(\"opacity\", 0.0);\n",
       "            config.svg.selectAll(\".attn-line-group\")\n",
       "                .style(\"opacity\", 1);\n",
       "        }\n",
       "\n",
       "        function renderThumbnailAttn(x, y, att, layerIndex, headIndex) {\n",
       "\n",
       "            var attnContainer = config.svg.append(\"svg:g\");\n",
       "\n",
       "            var attnBackground = attnContainer.append(\"rect\")\n",
       "                .attr(\"id\", 'attn_background_' + layerIndex + \"_\" + headIndex)\n",
       "                .classed(\"attn_background\", true)\n",
       "                .attr(\"x\", x)\n",
       "                .attr(\"y\", y)\n",
       "                .attr(\"height\", config.thumbnailHeight)\n",
       "                .attr(\"width\", config.thumbnailWidth)\n",
       "                .attr(\"stroke-width\", 2)\n",
       "                .attr(\"stroke\", getColor(layerIndex))\n",
       "                .attr(\"stroke-opacity\", 0);\n",
       "            var x1 = x + THUMBNAIL_PADDING;\n",
       "            var x2 = x1 + config.thumbnailWidth - 14;\n",
       "            var y1 = y + THUMBNAIL_PADDING;\n",
       "\n",
       "            attnContainer.selectAll(\"g\")\n",
       "                .data(att)\n",
       "                .enter()\n",
       "                .append(\"g\") // Add group for each source token\n",
       "                .attr(\"source-index\", function (d, i) { // Save index of source token\n",
       "                    return i;\n",
       "                })\n",
       "                .selectAll(\"line\")\n",
       "                .data(function (d) { // Loop over all target tokens\n",
       "                    return d;\n",
       "                })\n",
       "                .enter() // When entering\n",
       "                .append(\"line\")\n",
       "                .attr(\"x1\", x1)\n",
       "                .attr(\"y1\", function (d) {\n",
       "                    var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
       "                    return y1 + (sourceIndex + .5) * config.thumbnailBoxHeight;\n",
       "                })\n",
       "                .attr(\"x2\", x2)\n",
       "                .attr(\"y2\", function (d, targetIndex) {\n",
       "                    return y1 + (targetIndex + .5) * config.thumbnailBoxHeight;\n",
       "                })\n",
       "                .attr(\"stroke-width\", 2.2)\n",
       "                .attr(\"stroke\", getColor(layerIndex))\n",
       "                .attr(\"stroke-opacity\", function (d) {\n",
       "                    return d;\n",
       "                });\n",
       "\n",
       "            var clickRegion = attnContainer.append(\"rect\")\n",
       "                .attr(\"x\", x)\n",
       "                .attr(\"y\", y)\n",
       "                .attr(\"height\", config.thumbnailHeight)\n",
       "                .attr(\"width\", config.thumbnailWidth)\n",
       "                .style(\"opacity\", 0);\n",
       "\n",
       "            clickRegion.on(\"click\", function (d, index) {\n",
       "                var attnBackgroundOther = config.svg.selectAll(\".attn_background\");\n",
       "                attnBackgroundOther.attr(\"fill\", \"black\");\n",
       "                attnBackgroundOther.attr(\"stroke-opacity\", 0);\n",
       "\n",
       "                config.svg.selectAll(\".detail\").remove();\n",
       "                if (config.detail_layer != layerIndex || config.detail_head != headIndex) {\n",
       "                    renderDetail(att, layerIndex, headIndex);\n",
       "                    config.detail_layer = layerIndex;\n",
       "                    config.detail_head = headIndex;\n",
       "                    attnBackground.attr(\"fill\", \"#202020\");\n",
       "                    attnBackground.attr(\"stroke-opacity\", .8);\n",
       "                } else {\n",
       "                    config.detail_layer = null;\n",
       "                    config.detail_head = null;\n",
       "                    attnBackground.attr(\"fill\", \"black\");\n",
       "                    attnBackground.attr(\"stroke-opacity\", 0);\n",
       "                }\n",
       "            });\n",
       "\n",
       "            clickRegion.on(\"mouseover\", function (d) {\n",
       "                d3.select(this).style(\"cursor\", \"pointer\");\n",
       "            });\n",
       "        }\n",
       "\n",
       "        function renderDetailFrame(x, y, layerIndex) {\n",
       "            var detailFrame = config.svg.append(\"rect\")\n",
       "                .classed(\"detail\", true)\n",
       "                .attr(\"x\", x)\n",
       "                .attr(\"y\", y)\n",
       "                .attr(\"height\", config.detailHeight)\n",
       "                .attr(\"width\", DETAIL_WIDTH)\n",
       "                .style(\"opacity\", 1)\n",
       "                .attr(\"fill\", \"white\")\n",
       "                .attr(\"stroke-width\", 2)\n",
       "                .attr(\"stroke-opacity\", 0.7)\n",
       "                .attr(\"stroke\", getColor(layerIndex));\n",
       "        }\n",
       "\n",
       "        function renderDetailAttn(x, y, att, layerIndex) {\n",
       "            var attnContainer = config.svg.append(\"svg:g\")\n",
       "                .classed(\"detail\", true)\n",
       "                .attr(\"pointer-events\", \"none\");\n",
       "            attnContainer.selectAll(\"g\")\n",
       "                .data(att)\n",
       "                .enter()\n",
       "                .append(\"g\") // Add group for each source token\n",
       "                .classed('attn-line-group', true)\n",
       "                .attr(\"source-index\", function (d, i) { // Save index of source token\n",
       "                    return i;\n",
       "                })\n",
       "                .selectAll(\"line\")\n",
       "                .data(function (d) { // Loop over all target tokens\n",
       "                    return d;\n",
       "                })\n",
       "                .enter()\n",
       "                .append(\"line\")\n",
       "                .attr(\"x1\", x + ATTN_PADDING)\n",
       "                .attr(\"y1\", function (d) {\n",
       "                    var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
       "                    return y + (sourceIndex + .5) * DETAIL_BOX_HEIGHT;\n",
       "                })\n",
       "                .attr(\"x2\", x + DETAIL_ATTENTION_WIDTH - ATTN_PADDING)\n",
       "                .attr(\"y2\", function (d, targetIndex) {\n",
       "                    return y + (targetIndex + .5) * DETAIL_BOX_HEIGHT;\n",
       "                })\n",
       "                .attr(\"stroke-width\", 2)\n",
       "                .attr(\"stroke\", getColor(layerIndex))\n",
       "                .attr(\"stroke-opacity\", function (d) {\n",
       "                    return d;\n",
       "                });\n",
       "        }\n",
       "        \n",
       "        function getColor(layer) {\n",
       "          return LAYER_COLORS[layer % 10];\n",
       "        }\n",
       "\n",
       "        function initialize() {\n",
       "          config.attention = params['attention'];\n",
       "          config.filter = params['default_filter'];\n",
       "        }\n",
       "\n",
       "        $(\"#filter\").on('change', function (e) {\n",
       "            config.filter = e.currentTarget.value;\n",
       "            render();\n",
       "        });\n",
       "\n",
       "        initialize();\n",
       "        render();\n",
       "\n",
       "    });"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_version = 'xlm-mlm-ende-1024'\n",
    "model = XLMModel.from_pretrained(model_version, output_attentions=True)\n",
    "tokenizer = XLMTokenizer.from_pretrained(model_version)\n",
    "\n",
    "text = \"Do you speak German? Ja, ich spreche Deutsch.\"\n",
    "inputs = tokenizer.encode_plus(text, return_tensors='pt', add_special_tokens=True)\n",
    "input_ids = inputs['input_ids']\n",
    "attention = model(input_ids)[-1]\n",
    "input_id_list = input_ids[0].tolist() # Batch index 0\n",
    "tokens = tokenizer.convert_ids_to_tokens(input_id_list)\n",
    "model_view(attention, tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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  "pycharm": {
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